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Tutorials

In-depth guides for advanced SDK workflows.

TutorialWhat you'll do
Video SourcesConnect USB cameras, RTSP streams, and video files as pipeline inputs.
Run Inference in PythonBuild a Python application that reads inference results frame by frame.
Measure AccuracyRun a model against a validation dataset and get mAP or top-1 accuracy scores.
Deploy Custom WeightsUse your own trained weights with a Model Zoo architecture.
Cascaded PipelinesChain two models together — run a classifier on regions detected by a detector.
Custom Model ArchitectureDeploy a completely new model architecture with a custom decoder and dataset adapter.